{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Purpose\n",
    "Demonstrate using FCN for inference as outlined in README.md\n",
    "\n",
    "Scripts ported from [Mask-RCNN](../../mask-rcnn/dependencies/inference.ipynb) and [DUC inference](../../duc/dependencies/duc-inference.ipynb) as the output structure is very similar."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Preprocess the image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "import torch\n",
    "from torchvision import transforms, models\n",
    "\n",
    "preprocess = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_image = Image.open(\"000000025205.jpg\")\n",
    "orig_tensor = np.asarray(input_image)\n",
    "input_tensor = preprocess(input_image)\n",
    "input_tensor = input_tensor.unsqueeze(0)\n",
    "input_tensor = input_tensor.detach().cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2528897d5e0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import imshow\n",
    "%matplotlib inline\n",
    "\n",
    "imshow(orig_tensor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Run inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output shape: [(1, 21, 478, 640), (1, 21, 478, 640)]\n"
     ]
    }
   ],
   "source": [
    "from onnx import numpy_helper\n",
    "import os\n",
    "import onnxruntime as rt\n",
    "\n",
    "# Start from ORT 1.10, ORT requires explicitly setting the providers parameter if you want to use execution providers\n",
    "# other than the default CPU provider (as opposed to the previous behavior of providers getting set/registered by default\n",
    "# based on the build flags) when instantiating InferenceSession.\n",
    "# For example, if NVIDIA GPU is available and ORT Python package is built with CUDA, then call API as following:\n",
    "# onnxruntime.InferenceSession(path/to/model, providers=['CUDAExecutionProvider'])\n",
    "sess = rt.InferenceSession(\"../model/fcn-resnet101-11.onnx\")\n",
    "\n",
    "outputs = sess.get_outputs()\n",
    "output_names = list(map(lambda output: output.name, outputs))\n",
    "input_name = sess.get_inputs()[0].name\n",
    "\n",
    "detections = sess.run(output_names, {input_name: input_tensor})\n",
    "print(\"Output shape:\", list(map(lambda detection: detection.shape, detections)))\n",
    "output, aux = detections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Postprocess, display output\n",
    "\n",
    "`get_palette()` : Returns predefined color palette for generating output segmentation map\n",
    "\n",
    "`colorize()` : Generate the segmentation map using output `labels` generated by the model and color palette from `get_palette()`\n",
    "\n",
    "`predict()` : Performs forward pass on the model using the preprocessed input, generates colorized segmentation map using `colorize()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import hsv_to_rgb\n",
    "import cv2\n",
    "\n",
    "classes = [line.rstrip('\\n') for line in open('voc_classes.txt')]\n",
    "num_classes = len(classes)\n",
    "\n",
    "def get_palette():\n",
    "    # prepare and return palette\n",
    "    palette = [0] * num_classes * 3\n",
    "    \n",
    "    for hue in range(num_classes):\n",
    "        if hue == 0: # Background color\n",
    "            colors = (0, 0, 0)\n",
    "        else:\n",
    "            colors = hsv_to_rgb((hue / num_classes, 0.75, 0.75))\n",
    "            \n",
    "        for i in range(3):\n",
    "            palette[hue * 3 + i] = int(colors[i] * 255)\n",
    "            \n",
    "    return palette\n",
    "\n",
    "def colorize(labels):\n",
    "    # generate colorized image from output labels and color palette\n",
    "    result_img = Image.fromarray(labels).convert('P', colors=num_classes)\n",
    "    result_img.putpalette(get_palette())\n",
    "    return np.array(result_img.convert('RGB'))\n",
    "\n",
    "def visualize_output(image, output):\n",
    "    assert(image.shape[0] == output.shape[1] and \\\n",
    "           image.shape[1] == output.shape[2]) # Same height and width\n",
    "    assert(output.shape[0] == num_classes)\n",
    "    \n",
    "    # get classification labels\n",
    "    raw_labels = np.argmax(output, axis=0).astype(np.uint8)\n",
    "\n",
    "    # comput confidence score\n",
    "    confidence = float(np.max(output, axis=0).mean())\n",
    "\n",
    "    # generate segmented image\n",
    "    result_img = colorize(raw_labels)\n",
    "    \n",
    "    # generate blended image\n",
    "    blended_img = cv2.addWeighted(image[:, :, ::-1], 0.5, result_img, 0.5, 0)\n",
    "    \n",
    "    result_img = Image.fromarray(result_img)\n",
    "    blended_img = Image.fromarray(blended_img)\n",
    "\n",
    "    return confidence, result_img, blended_img, raw_labels\n",
    "\n",
    "conf, result_img, blended_img, _ = visualize_output(orig_tensor, output[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12.307448387145996\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x252889d9dc0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "print(conf)\n",
    "imshow(np.asarray(result_img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x25288caaf70>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(np.asarray(blended_img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "aux_conf, aux_result, aux_blended, _ = visualize_output(orig_tensor, aux[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11.28640365600586\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2529f642a90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(aux_conf)\n",
    "imshow(np.asarray(aux_result))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x252a58b1f10>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(np.asarray(aux_blended))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
